MétaCan
Menu
← Back to cohort
Record W4395038053 · doi:10.1016/j.bjae.2024.03.001

Perioperative 3D transoesophageal echocardiography. Part 1: fundamental principles

2024· review· en· W4395038053 on OpenAlexaff
C.I. Efrimescu, William Ng

Bibliographic record

VenueBJA Education · 2024
Typereview
Languageen
FieldMedicine
TopicCardiac Valve Diseases and Treatments
Canadian institutionsUniversity of TorontoToronto General Hospital
Fundersnot available
KeywordsMedicinePerioperativeGeneral surgeryRadiologyCardiology

Abstract

fetched live from OpenAlex

Learning objectivesBy reading this article, you should be able to:•Discuss the technological progress that facilitated the development of perioperative three-dimensional transoesophageal echocardiography (3D-TOE).•Illustrate the technical principles that govern the process of 3D image generation in echocardiography.•Describe the technical limitations of 3D-TOE.•Anticipate the future developments of 3D echocardiography and their clinical impact.Key points•Three-dimensional transoesophageal echocardiography (3D-TOE) is a mature technology with multiple perioperative applications.•Three-dimensional imaging uses volume-based rather than sector-based scanning (i.e. two-dimensional imaging).•Three-dimensional image generation relies on the acquisition of a dataset made of multiple two-dimensional ‘slices’ of a predefined volume by using matrix array transducers.•Processing of the dataset is a critical multistep process that allows the analytical interrogation and the display of the structure of interest in 3D. By reading this article, you should be able to:•Discuss the technological progress that facilitated the development of perioperative three-dimensional transoesophageal echocardiography (3D-TOE).•Illustrate the technical principles that govern the process of 3D image generation in echocardiography.•Describe the technical limitations of 3D-TOE.•Anticipate the future developments of 3D echocardiography and their clinical impact. •Three-dimensional transoesophageal echocardiography (3D-TOE) is a mature technology with multiple perioperative applications.•Three-dimensional imaging uses volume-based rather than sector-based scanning (i.e. two-dimensional imaging).•Three-dimensional image generation relies on the acquisition of a dataset made of multiple two-dimensional ‘slices’ of a predefined volume by using matrix array transducers.•Processing of the dataset is a critical multistep process that allows the analytical interrogation and the display of the structure of interest in 3D. Since its introduction into clinical practice by Matsumoto, over 40 yrs ago, transoesophageal echocardiography (TOE) has advanced constantly, becoming an essential part of perioperative care.1Matsumoto M. Oka Y. Strom J. et al.Application of transesophageal echocardiography to continuous intraoperative monitoring of left ventricular performance.Am J Cardiol. 1980; 46: 95-105Google Scholar Currently, TOE has a role in all open-heart, elective coronary artery bypass graft (CABG) and thoracic aorta surgical procedures.2American Society of Anesthesiologists, Society of Cardiovascular Anesthesiologists Task Force on Transesophageal EPractice guidelines for perioperative transesophageal echocardiography. An updated report by the American Society of Anesthesiologists and the Society of Cardiovascular Anesthesiologists task Force on Transesophageal Echocardiography.Anesthesiology. 2010; 112: 1084-1096Google Scholar, 3Nicoara A. Skubas N. Ad N. et al.Guidelines for the use of transesophageal echocardiography to assist with surgical decision-making in the operating room: a surgery-based approach: from the American Society of Echocardiography in collaboration with the Society of Cardiovascular Anesthesiologists and the Society of Thoracic Surgeons.J Am Soc Echocardiogr. 2020; 33: 692-734Google Scholar, 4Metkus T.S. Thibault D. Grant M.C. et al.Transesophageal echocardiography in patients undergoing coronary artery bypass graft surgery.J Am Coll Cardiol. 2021; 78: 112-122Google Scholar Three-dimensional (3D) TOE has developed and matured as a technology over the past 30 yrs, offering high-quality real-time (RT) imaging. The contemporary technology has become easier to use often with single-button acquisition and streamlined workflows. It can present large datasets with better temporal resolution and is capable of advanced on-line multiplane display. In addition, quantitative assessment of cardiac structures is possible through semi-automated parametric models. Clinically, 3D-TOE contributes actively to perioperative monitoring and diagnosis, informing surgical decision-making and detecting complications with proven utility in interventional cardiology and cardiac surgery. This article aims to provide an up-to-date review of the basic science of 3D-TOE imaging highlighting the technical requirements, limitations, challenges and future developments. In a forthcoming accompanying article we address the clinical applications of 3D-TOE. The term ‘3D’ characterises both still images and video clips, although from a physics concept, the latter represents 4D technology with the fourth dimension representing time. The idea of 3D echocardiographic imaging originated in the 1960s, but a technological lag delayed any meaningful results until 1974, when Dekker developed the first transthoracic echocardiography (TTE) 3D system.5Dekker D.L. Piziali R.L. Dong Jr., E. A system for ultrasonically imaging the human heart in three dimensions.Comput Biomed Res. 1974; 7: 544-553Google Scholar A mechanical articulated arm capable of measuring spatial probe displacement recorded multiple 2D images by free-hand movement. Historically, 3D image generation used off-line post-processing reconstruction techniques of 2D images obtained by either linear sequential multiplane scanning or gated (ECG or respiratory) acquisition of different cut-planes (Supplementary Fig. S1).6Mor-Avi V. Mumm B. Lang R.M. The evolution of three-dimensional echocardiography: from the initial concept to real-time imaging.in: Badano L. Lang R.M. Muraru D. Textbook of Three-Dimensional Echocardiography. Springer Nature, Cham, Switzerland2019Google Scholar Here, gating refers to ECG (i.e. R–R interval) or respiratory cycle monitoring with image acquisition during certain moments of the cycle, allowing for consistency (i.e. recording of a structure from multiple angles/position, at the same cycle phase over sequential cycles) and lack of motion artefacts. The raw 2D images were obtained by using either TTE freehand scanning, TTE/TOE mechanically driven transducers or multiplane TOE probes (capable of electronically rotated 2D imaging acquisition over a 180° arc).7Hung J. Lang R. Flachskampf F. et al.3D echocardiography: a review of the current status and future directions.J Am Soc Echocardiogr. 2007; 20: 213-233Google Scholar In 1991, there was sequential linear acquisition in a TEE probe, called the ‘lobster tail’, where a motorised mechanism in the probe handle activated a linear array of crystals, recording multiple parallel 2D ECG/respiration gated sectors at 1 mm increments.8Muraru D. Badano L.P. Physical and technical aspects and overview of 3D- echocardiography.in: Rojo E.C. Fernandez-Golfin C. Zamorano J.L. Manual of 3D Echocardiography. Springer International Publishing, Cham, Switzerland2017Google Scholar A TEE probe using rotational scanning was an alternative proposed 2 yrs later. The probe remained in a fixed position while the imaging plane rotated by pivoting around a fixed axis similar to the transducer of modern TOE probes.8Muraru D. Badano L.P. Physical and technical aspects and overview of 3D- echocardiography.in: Rojo E.C. Fernandez-Golfin C. Zamorano J.L. Manual of 3D Echocardiography. Springer International Publishing, Cham, Switzerland2017Google Scholar Motion artefacts, gating adequacy and the number of 2D images affected the 3D image quality. The next developments in RT3D ultrasound (US) systems occurred 20 yrs later.7Hung J. Lang R. Flachskampf F. et al.3D echocardiography: a review of the current status and future directions.J Am Soc Echocardiogr. 2007; 20: 213-233Google Scholar,9Sheikh K. Smith S.W. von Ramm O. et al.Real-time, three-dimensional echocardiography: feasibility and initial use.Echocardiography. 1991; 8: 119-125Google Scholar The fundamental challenge was the physical limitation of the fixed speed of sound in tissues. Overcoming this required the development of a transducer capable of volumetric acquisition and computing capacity to process a large amount of data, to present in an understandable 3D format for timely interpretation. This obliged engineering improvements in computational power and US probe design and technology. Von Ramm pioneered RT3D acquisition in the early 1990s by developing a matrix TTE transducer with 256 non-simultaneous firing (sparse) piezoelectric crystals capable of acquiring a 60°×60° pyramid volume in one heartbeat.7Hung J. Lang R. Flachskampf F. et al.3D echocardiography: a review of the current status and future directions.J Am Soc Echocardiogr. 2007; 20: 213-233Google Scholar,9Sheikh K. Smith S.W. von Ramm O. et al.Real-time, three-dimensional echocardiography: feasibility and initial use.Echocardiography. 1991; 8: 119-125Google Scholar These first-generation RT3D probes had poor spatial and temporal resolution, with image display of 2D cut planes from the original 3D dataset rather than a volume rendered 3D image. In 2006, the first RT3D-TOE probe became available.8Muraru D. Badano L.P. Physical and technical aspects and overview of 3D- echocardiography.in: Rojo E.C. Fernandez-Golfin C. Zamorano J.L. Manual of 3D Echocardiography. Springer International Publishing, Cham, Switzerland2017Google Scholar Contemporary RT3D-TOE systems have benefited from the technological advances that enabled miniaturisation of transducer crystals and circuitry. The availability of more powerful central processing units (CPUs), graphic processing units, digital signal processors and other essential components fuelled the transition from hardware to software-based architectures. A contemporary US machine generates RT3D images by relying on a powerful computer with multicore CPU architecture capable of larger memory and processing speed, which backs up a complex software package that performs tasks historically executed by analogue hardware. The current 3D-TOE systems can achieve volume rates two to three times higher (i.e. >60 Hz when using multi-beat acquisition) than their predecessors, with significantly improved spatial resolution.10Handke M. Heinrichs G. Moser U. et al.Transesophageal real-time three-dimensional echocardiography methods and initial in vitro and human in vivo studies.J Am Coll Cardiol. 2006; 48: 2070-2076Google Scholar,11Vegas A. Meineri M. Jerath A. Real-time three dimensional transesophageal echocardiography A step-by-step guide. Springer Science+Business Media; New York, USA, 2012Google Scholar The major difference between 2D and 3D-TOE imaging is that the latter uses volume-based rather than sector-based scanning. In 2D sector-based scanning, the transducer contains up to 128 piezoelectric crystals arranged in a single row, capable of acquiring and displaying one 2D image (slice) at a time. The modern 3D transducers have a similar footprint with a matrix design (i.e. x-y distribution) containing >2500–3000 fully sampled crystals, capable of generating a sound wave that is steerable in multiple directions (Fig. 1).13Lang R.M. Badano L.P. Tsang W. et al.EAE/ASE recommendations for image acquisition and display using three-dimensional echocardiography.Eur Heart J Cardiovasc Imaging. 2012; 13: 1-46Google Scholar, 14Vegas A. 3D TEE imaging.in: Perrino A.C. Reeves S.T. A Practical Approach to Transesophageal Echochardiography. 4th Edn. Wolters Kluwer, Philadelphia2020: 545-559Google Scholar, 15Rabben S.I. Technical principles of transthoracic three-dimensional echocardiography.in: Badano L.P. Lang R.M. Zamorano J.L. Textbook of Real-Time Three Dimensional Echocardiography. Springer-Verlag, London2011Google Scholar Beamforming is a signal processing technique where electrical signals are manipulated to generate directionally/spatially oriented US beams by the piezoelectric crystals. In addition, the beamformer handles the electrical signals (and their transmission to the US system) occurring in the crystals as a result of the returning echoes, also.16Muraru D. Badano L.P. Physics and technical principles of three-dimensional echocardiography.in: Badano R.M. Lang, L.P. Muraru D. Textbook of Three-Dimensional Echocardiography. Springer Nature, Cham, Switzerland2019Google Scholar In modern 3D-TOE systems, beamforming occurs both in the probe as fine (micro) beamforming and on the US machine computer system as coarse beamforming. This approach ensures a small probe and thin cable with less power consumption.15Rabben S.I. Technical principles of transthoracic three-dimensional echocardiography.in: Badano L.P. Lang R.M. Zamorano J.L. Textbook of Real-Time Three Dimensional Echocardiography. Springer-Verlag, London2011Google Scholar There is a complex proprietary algorithm for each vendor that processes the emitting and the returning US signal. In addition, by activating certain of crystals, is possible to have a display of multiple 2D images in (i.e. for two images and for three (Fig. 3D-TOE probes at and can all the of a probe, and interrogation and imaging relies on emitting through by recording and processing the returning The is to the and of 3D image processing and image display. of the returning raw US signal on and a 3D dataset of the sampled technology all 3D datasets as RT3D images that on the display as the probe The 3D dataset should have a spatial resolution to and temporal resolution for in a large although in as in the resolution for 3D is the volume in although often on the display. The spatial of and temporal resolution are to the 3D volume Three-dimensional datasets are as with the at the probe, and the The speed of sound in is a major challenge for 3D imaging. this is for the same a 3D volume more scanning than a 2D of the same in a volume scanning a volume of 60°×60° with a of achieve a volume of S.I. Technical principles of transthoracic three-dimensional echocardiography.in: Badano L.P. Lang R.M. Zamorano J.L. Textbook of Real-Time Three Dimensional Echocardiography. Springer-Verlag, London2011Google Scholar In at a 2D image with can achieve a Hz A. 3D TEE imaging.in: Perrino A.C. Reeves S.T. A Practical Approach to Transesophageal Echochardiography. 4th Edn. Wolters Kluwer, Philadelphia2020: 545-559Google Scholar the of the pyramid temporal a US to the of the 3D volume the next one can be a the for this in a of the is a of Hz can be the a certain and of the image the is S.I. Technical principles of transthoracic three-dimensional echocardiography.in: Badano L.P. Lang R.M. Zamorano J.L. Textbook of Real-Time Three Dimensional Echocardiography. Springer-Verlag, London2011Google Scholar the US system the when the is a certain S.I. Technical principles of transthoracic three-dimensional echocardiography.in: Badano L.P. Lang R.M. Zamorano J.L. Textbook of Real-Time Three Dimensional Echocardiography. Springer-Verlag, London2011Google Scholar A is essential for in the 3D US systems use as parallel beamforming and as multi-beat acquisition (Supplementary Fig. and volume to the volume S.I. Technical principles of transthoracic three-dimensional echocardiography.in: Badano L.P. Lang R.M. Zamorano J.L. Textbook of Real-Time Three Dimensional Echocardiography. Springer-Verlag, London2011Google Scholar beamforming (Supplementary Fig. the volume by one US by using multiple crystals to the sound wave in This the volume by a to the number of D. Badano L.P. Physics and technical principles of three-dimensional echocardiography.in: Badano R.M. Lang, L.P. Muraru D. Textbook of Three-Dimensional Echocardiography. Springer Nature, Cham, Switzerland2019Google Scholar This technique has as the in the the spatial D. Badano L.P. Physics and technical principles of three-dimensional echocardiography.in: Badano R.M. Lang, L.P. Muraru D. Textbook of Three-Dimensional Echocardiography. Springer Nature, Cham, Switzerland2019Google Scholar ECG gating to the wave over multiple and each volume large 3D datasets with a better temporal An alternative is to use the imaging which by using single an temporal resolution at the of spatial resolution in There are different acquisition Fig. with that generate a volume by three plane or plane and plane in are and can be a single or ECG gated The 3D volume can in using to the the on the and with a between volume and temporal 3D acquisition from and A. Meineri M. Jerath A. Real-time three dimensional transesophageal echocardiography A step-by-step guide. Springer Science+Business Media; New York, USA, 2012Google Scholar and and Technical principles of transesophageal three-dimensional echocardiography.in: L.P. Muraru D. Textbook of Three-Dimensional Springer Cham, Scholar left left of on the acquisition 20 and the 3D image and small but complex in patients with heart is to or for as an of 3D a containing the acquisition is a a in two 2D planes to the and are dataset acquisition and of the of the 3D image to the for structure to a pyramid less to to large pyramid has poor and when used in single used as multi-beat to and heart poor of the structures to the the temporal resolution of the should be to the on and volume allowing a more of and for in a is an in the of displaying a 3D image. there is of the predefined 3D dataset volume on the memory to the processes for 3D volume and there is a of raw into an their position in for the to generate a 3D volume made of The is the 3D of a which is the of a 2D digital image for display. a is a which contains the and physical of in The is to the 3D image to better 3D spatial resolution as less is uses software to cardiac from on and the These in while scanning and the is a term for generating an image from a dataset or of multiple spatial on the of a 3D image on a 2D display. The of a 3D dataset are and volume (Supplementary 3D uses techniques to on their and to generate a display of cardiac structures in 3D. is a software-based process that the 3D to 3D (Supplementary called a on to 3D images certain structures and (Supplementary Fig. advanced software can a to provide 3D that the of cardiac and (Supplementary Fig. and imaging 3D echocardiography in interventional Scholar This significantly the and the to Technical principles of transesophageal three-dimensional echocardiography.in: L.P. Muraru D. Textbook of Three-Dimensional Springer Cham, K. A. et of cardiac using a three-dimensional echocardiographic Am Soc Echocardiogr. 2020; 33: Scholar In addition, is to the power of a 3D when with for detecting (Supplementary Fig. the 3D image on the can be on the US machine for processing of the 3D dataset on the US machine or at a modern 3D US have fully or semi-automated software that advanced interrogation and from the 3D software provide more for future is to the for clinical and to 3D dataset processing for the of 3D datasets and the display of cardiac structures forthcoming 2 of this R.M. Badano L.P. Tsang W. et al.EAE/ASE recommendations for image acquisition and display using three-dimensional echocardiography.Eur Heart J Cardiovasc Imaging. 2012; 13: 1-46Google Scholar This is for cardiac which often the from that are or the of the 3D dataset can the to the a of a as the left or can and a 3D The American Society of of Cardiovascular and the Society of Thoracic guidelines for surgical decision-making in the operating on 2D 3D images in certain as left ventricular assist and A. Skubas N. Ad N. et al.Guidelines for the use of transesophageal echocardiography to assist with surgical decision-making in the operating room: a surgery-based approach: from the American Society of Echocardiography in collaboration with the Society of Cardiovascular Anesthesiologists and the Society of Thoracic Surgeons.J Am Soc Echocardiogr. 2020; 33: 692-734Google Scholar The part 2 a of RT3D TEE clinical applications and called is a processing that of the cardiac of interest in the original 3D can or dataset A dataset temporal and spatial resolution but be as the of the original volume has a rendered 3D dataset as a this by using planes (i.e. or semi-automated on (Supplementary It is to first the structure on the display using structures in the dataset is possible to spatial the software that the and from or using software multiple predefined parallel through the The display is similar to with multiple 2D images on a single and is for left ventricular and the (Supplementary Fig. A major in 3D imaging is the to on 3D and reconstruction of 3D datasets this reconstruction certain of the dataset on three 2D planes and (Supplementary Fig. The planes can and are through a of the image allowing interrogation of any or of using is by allowing by of from a 3D rendered images can the from the original of and in 3D which is and in heart Technical Manual 2012; Scholar semi-automated software can 3D datasets to provide and 3D parametric for the and in part 2 The provide that can better and the in surgical software is on the US timely processing of the data, software can provide off-line 2 of this the clinical applications of models. 3D dataset acquisition (Fig. with a 2D image with and of the to the US The 2D and the 2D should be in the with a in the of the 3D image are the number of of for spatial resolution and transducer for temporal and spatial and are of the speed of sound (i.e. a US speed of a probe achieve a of The resolution, is times the By the probe to the be the spatial probes capable of higher operating are generating (i.e. achieve a higher to better temporal The can the of the acquisition volume and the transducer by predefined (i.e. the of resolution to 2D imaging 3D 3D and 3D can the of the rendered 3D dataset (Supplementary Fig. the 3D the and of structures with 3D. 3D processing for using predefined and that spatial and in post-processing (i.e. on a is possible for and It can for a or but for a R.M. Badano L.P. Tsang W. et al.EAE/ASE recommendations for image acquisition and display using three-dimensional echocardiography.Eur Heart J Cardiovasc Imaging. 2012; 13: 1-46Google Scholar on a 2D image on the 3D A. M.C. et in three-dimensional transesophageal Am Soc Echocardiogr. Scholar and a review of 2D in echocardiography and N. R. et in Scholar to 3D artefacts, and this offering and (Supplementary A. M.C. et in three-dimensional transesophageal Am Soc Echocardiogr. Scholar acquisition is to artefacts. Here, the system the in from in the R–R of the ECG to or or in from probe movement. are when the acquisition is to the R.M. Badano L.P. Tsang W. et al.EAE/ASE recommendations for image acquisition and display using three-dimensional echocardiography.Eur Heart J Cardiovasc Imaging. 2012; 13: 1-46Google Scholar intraoperative mechanical can gating from as a lack of from a from or US These can the of in the or imaging to the structure can artefacts. 3D as on the 3D resolution, and with 2D image with with and to artefacts. resolution relies on 2D image by imaging to structures and acquiring small datasets less spatial resolution for volume temporal resolution with large volume datasets and multi-beat which are by artefacts. temporal resolution the number of images for which is a limitation when or There is a to 3D imaging. and the on the intraoperative the image quality. guidelines a 2D with a 3D on the et al.Guidelines for a transesophageal echocardiographic recommendations from the American Society of Echocardiography and the Society of Cardiovascular Am Soc Echocardiogr. Scholar The from technical is that has improved 3D image and the of or for and left ventricular for image J. image processing and image in echocardiography.in: of Echocardiography. Scholar pioneered by is a volumetric echocardiography concept that relies on software processing to J. of Heart in use for of cardiac Scholar for clinical is to be to The dimension in this concept represents the of processing to higher images than the current 3D technology. Three-dimensional imaging relies on progress in the power of graphic processing of using beams that one at a imaging uses multiplane at that one image in one The US systems have 2D imaging of an 2D system can achieve By with a 3D system which up to a of an system can at a of J. C. et al.3D ultrasound imaging in R.M. K. A. et echocardiography: developments and future Cardiovasc Imaging. Scholar The in clinical practice are that one 3D acquisition the of all cardiac This can of ventricular motion in all and by and can for each allowing the assessment of all In addition, this technique has less et technological in cardiac ultrasound Scholar and have made progress in with multiple clinical and the future of 3D R.M. K. A. et echocardiography: developments and future Cardiovasc Imaging. Scholar 2D applications are during by using for and complex improvements are to become more in RT3D echocardiography. for and are in 3D and the and assessment of coronary artery R.M. K. A. et echocardiography: developments and future Cardiovasc Imaging. Scholar The by the in the of an software that the to with R. ultrasound uses to 2020; Scholar a system acquisition of 3D datasets by the with less 3D-TOE by with image and of diagnosis, and F. guidelines for in Am Soc Echocardiogr. Scholar In addition, from an the of current 3D-TOE by and assessment of transducer technology higher volume 3D datasets be a for 3D and of and R.M. K. A. et echocardiography: developments and future Cardiovasc Imaging. E. C. et real-time digital first use in clinical Heart J Cardiovasc Imaging. Scholar small feasibility have the clinical role and of this technology is still and relies on proprietary and the RT3D US E. C. et real-time digital first use in clinical Heart J Cardiovasc Imaging. Scholar and machine this technique more allowing with the structures for and in the of the cardiac 3D-TOE is a imaging technique that 2D echocardiography with and The current technology allows of cardiac significantly the of and surgical The developments in 3D and imaging the 3D-TOE more and to the operating In the future the power of be for of and with the cardiac

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.005
Threshold uncertainty score0.015

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0020.001
Science and technology studies0.0000.001
Scholarly communication0.0020.002
Open science0.0010.001
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0050.003

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.058
GPT teacher head0.439
Teacher spread0.381 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations2
Published2024
Admission routes1
Has abstractno

Explore more

Same venueBJA Education→Same topicCardiac Valve Diseases and Treatments→French-language works237,207→